{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density Estimation with Neural ODEs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`torchdyn` allows for easy implementation of density estimation models. Continuous normalizing flows (CNFs) sidestep architectural restrictions of discrete flows, necessary to preserve tractability of Jacobian log-determinants. By means of a change of variables in continuous-depth, the determinant requirement turns into a much cheaper trace requirement. \n",
    "\n",
    "The flow is normalized by this instantaneous divergence to preserve the integral norm of the density throughout the dynamics. We refer to this excellent tutorial and survey for an in-depth introduction.\n",
    "\n",
    "This notebooks shows a regular *continuous normalizing flow* [CNF](https://arxiv.org/abs/1806.07366), implemented with a few lines of `torchdyn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data**: we use a standard N-gaussians dataset. The data is z-normalized for easier training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc9f6761f10>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = ToyDataset()\n",
    "n_samples = 1 << 14\n",
    "n_gaussians = 6 \n",
    "X, yn = data.generate(n_samples // n_gaussians, 'gaussians', n_gaussians=6, std_gaussians=0.5, radius=4, dim=2)\n",
    "X = (X - X.mean())/X.std()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.scatter(X[:,0], X[:,1], c='black', alpha=0.2, s=1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "y_train = torch.LongTensor(yn).long().to(device)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Continuous Normalizing Flow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we show a minimal implementation of a standard *continuous normalizing flow* (`CNF`). This exercise showcases the flexibility of `torchdyn`: a `CNF` can be defined as nothing more than a wrap for any module, handling the additional dimension dedicated to the divergence propagation during forward and backward dynamics. This approach is natural as it allows the utilization of any other `func` variant to handle the data-dynamics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def autograd_trace(x_out, x_in, **kwargs):\n",
    "    \"\"\"Standard brute-force means of obtaining trace of the Jacobian, O(d) calls to autograd\"\"\"\n",
    "    trJ = 0.\n",
    "    for i in range(x_in.shape[1]):\n",
    "        trJ += torch.autograd.grad(x_out[:, i].sum(), x_in, allow_unused=False, create_graph=True)[0][:, i]  \n",
    "    return trJ\n",
    "\n",
    "class CNF(nn.Module):\n",
    "    def __init__(self, net, trace_estimator=None, noise_dist=None):\n",
    "        super().__init__()\n",
    "        self.net = net\n",
    "        self.trace_estimator = trace_estimator if trace_estimator is not None else autograd_trace;\n",
    "        self.noise_dist, self.noise = noise_dist, None\n",
    "        if self.trace_estimator in REQUIRES_NOISE:\n",
    "            assert self.noise_dist is not None, 'This type of trace estimator requires specification of a noise distribution'\n",
    "            \n",
    "    def forward(self, x):   \n",
    "        with torch.set_grad_enabled(True):\n",
    "            x_in = torch.autograd.Variable(x[:,1:], requires_grad=True).to(x) # first dimension reserved to divergence propagation          \n",
    "            # the neural network will handle the data-dynamics here\n",
    "            x_out = self.net(x_in)\n",
    "                \n",
    "            trJ = self.trace_estimator(x_out, x_in, noise=self.noise)\n",
    "        return torch.cat([-trJ[:, None], x_out], 1) + 0*x # `+ 0*x` has the only purpose of connecting x[:, 0] to autograd graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above template also lends itself to a simple `FFJORD` implementation by a simple change of `jacobian_trace`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A \"correct\" solution of the dynamics ODE is often required for CNFs for accuracy in the divergence dynamics. This suggests the use of adaptive-step solvers such as `dopri5`, `dopri8` or `adaptive heun`. However, fixed-step solvers with a fine-enough grid `s_span` can be successfully employed as well, depending on complexity of the learned flows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = nn.Sequential(\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 2),\n",
    "    )\n",
    "\n",
    "# cnf wraps the net as with other energy models\n",
    "# default trace_estimator, when not specified, is autograd_trace\n",
    "cnf = CNF(f, trace_estimator=autograd_trace)\n",
    "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n",
    "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n",
    "\n",
    "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace. Note that `Augmenter` concatenates augmented dimensions before (in the \"order\" sense) the input. CNFs utilize the first dimension (i.e `x[:, 0]`) to keep track of the divergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n",
    "                      nde).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CNFs require the specification of a prior distribution in latent space. We use a simple isotropic `Multivariate Normal`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n",
    "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.iters = 0\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        self.iters += 1\n",
    "        x, _ = batch \n",
    "        xtrJ = self.model(x)  \n",
    "        logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n",
    "        loss = -torch.mean(logprob)\n",
    "        nde.nfe = 0\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A warning: the training process can take 1 hour or more depending on hardware. Following tutorials will show how to speed up CNF training through stochastic trace estimators and / or integral regularization terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 8 K   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "564f83e123004edf8286a8a16c319e0f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(max_epochs=300)\n",
    "trainer.fit(learn);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = prior.sample(torch.Size([1 << 14]))\n",
    "# integrating from 1 to 0\n",
    "model[1].s_span = torch.linspace(1, 0, 2)\n",
    "new_x = model(sample).cpu().detach()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then plot, samples, flows and density like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Data')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(121)\n",
    "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.3, c='blue', edgecolors='black')\n",
    "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n",
    "plt.title('Samples')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(X[:,0], X[:,1], s=2.3, alpha=0.2, c='red',  linewidths=0.3, edgecolors='black')\n",
    "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n",
    "plt.title('Data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also visualize the flows from prior to the input data space using the `.trajectory` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "traj = model[1].trajectory(Augmenter(1, 1)(sample.cuda()), s_span=torch.linspace(1, 0, 100)).detach().cpu() ; \n",
    "sample = sample.cpu()\n",
    "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc9f678a650>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 2000\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n",
    "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n",
    "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n",
    "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! You've seen how to train vanilla continuous normalizing flows in `torchdyn`. Next, we'll look at the *Free-form Jacobian of Reversible Dynamics* (FFJORD) variant proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py37",
   "language": "python",
   "name": "py37"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
